Last year (2016) after the KCSE results were released, my friend Chris Orwa, a data scientist, wrote a blogpost analysing the data on the performance of the past years, looking to see what changed in 2016. It’s a good post and you are encouraged to have a look at it. However, I had one problem with it, the visualisation he used. I  told him that I thought I could do better.